Saurabh chaudhary

Trying to do better each day cause 1.01^365 = 37.78 Post grad - IIM Calcutta(Analytics)

[Suraj Sharma @suraj_sharma14]

For people who keep asking what to build in AI Engineering.

➣ Build your own Agent Orchestrator (deterministic state machine, no LangChain)

➣ Build your own Context Assembler (token-budgeted memory + retrieval + tools)

➣ Build your own MCP Server and Client (raw JSON-RPC, no SDK)

➣ Build your own Retrieval Stack (chunker + BM25 + dense + reranker from scratch)

➣ Build your own Eval Harness (trajectory grading + CI regression gates)

➣ Build your own Model Router (cost/latency/quality routing with fallbacks)

➣ Build your own Semantic Cache (embedding similarity + hit-rate tracking)

➣ Build your own Guardrails Middleware (injection detection + PII redaction)

➣ Build your own Streaming Proxy (SSE with TTFT and ITL metrics)

➣ Build your own Durable Workflow Engine (checkpoint/resume, mini-Temporal)

➣ Build your own LLM Tracer (OpenTelemetry-style spans for every hop)

➣ Build your own Sandboxed Tool Executor (isolated execution, resource limits)

➣ Build your own Prompt Registry (versioning + A/B routing + rollback)

➣ Build your own Data Flywheel (feedback → synthetic data → LoRA loop)

➣ Build your own Multi-Agent Consensus (weighted voting + judge + escalation)

Pick 3. Build them from scratch. Document every decision.

Most people import libraries.
Builders understand them.

(Bookmark & Repost.)

[avrl ☘ @avrldotdev]

To become cracked at Inference engineering by end of this year, just download any open weights model & build an inference engine around it.

You'll learn alot about CUDA, GPU kernels, resource allocations, parallelism, LLM internals & a lot of maths (etc).

[Saurabh chaudhary @itz_sourabh263]

@prateek_0041 Following . How do you find resourse and latest way in these two domain

[Luis Velasco @luisvelasco]

Hi! I’m an FDE at OpenAI, and we’re thinking about publishing some of our work and learnings in a series of technical blog posts. What would you like us to write about?

[Priyansh Agarwal @Priyansh_31Dec]

Doing the bare minimum is worse than not doing something. Everything has an opportunity cost, the time you spend doing something you don't feel like doing is a waste of your own and everyone else's time.

When you sign up for something, put genuine efforts in it. When you stop feeling like putting efforts, it is a sign to find something else that you can put your heart and soul into.

[Saurabh chaudhary @itz_sourabh263]

@rishibagree Yes Infact I travelled from Pune to Mumbai yesterday . It was clear

[Mrinal @Hi_Mrinal]

this was such a good read

[Saurabh chaudhary @itz_sourabh263]

@ShubhangiYaps All credits are exhausted it is saying

[Silly Point @FarziCricketer]

Kolkata Knight Riders, you were good, but you were just a few matches late.

[Superior @andreysuperior]

He walked into a restaurant during a quiet Tuesday afternoon.

He didn't pitch software. He showed the owner his phone.

"Type an order like a customer would."

The chatbot took the order, confirmed the table, logged it in a Google Sheet, and sent it to the kitchen in under two seconds.

The owner asked how much.

"$500/month. First month free. If it doesn't save your staff real time, you owe nothing."

That conversation has played out 30 times. It closed 30 times.

30 clients. $500/month each. 4 hours of setup per restaurant. 93% margin.

Over 1 million restaurants in the US. Fewer than 3% have this.

He just keeps walking in during quiet Tuesday afternoons.

[Saurabh chaudhary @itz_sourabh263]

@techxutkarsh Please send

[Saurabh chaudhary @itz_sourabh263]

@PrakashS720 Book

[Prakash Sharma @PrakashS720]

This AI System Design guide teaches RAG better than most courses.

And I'm giving it away for free (Only for First 4500)

Inside:
• RAG fundamentals & chunking strategies
• Hybrid retrieval (BM25 + vector search)
• Production-level RAG architecture
• Evaluation & RAGAS metrics
• Hallucination reduction techniques
• End-to-end LLM system design

How to get it:
• Follow me (must so I can DM)
• RT + Like
• Comment "book"

I'll dm you

[Saurabh chaudhary @itz_sourabh263]

@Suryanshti777 Book

[Suryansh Tiwari @Suryanshti777]

This AI System Design guide teaches RAG better than most courses.

And I'm giving it away for free (Only for First 4500)

Inside:
• RAG fundamentals & chunking strategies
• Hybrid retrieval (BM25 + vector search)
• Production-level RAG architecture
• Evaluation & RAGAS metrics
• Hallucination reduction techniques
• End-to-end LLM system design

How to get it:
• Follow me (must so I can DM)
• RT + Like
• Comment "book"

I'll dm you

[Omkar @omkarships]

Software engineers be like :

[Top 1% Men @dtop1percentmen]

This video will change your life:

[Matt Shumer @mattshumer_]

https://t.co/ivXRKXJvQg

[Nat Eliason @nateliason]

Nearly every ambitious person I know who has dived into AI is working harder than ever, and longer hours than ever.

Fascinating dynamic tbh.

I have NEVER worked this hard, nor had this much fun with work.

[Uday @CoderYouDie]

Born...
-too late to get a job at Google by inverting binary tree
-too early to be in school & master everything using LLMs
-exactly at the time when AI started replacing humans